scholar-anti-ai-writing

Detect and rewrite AI writing patterns in academic prose with scoring.

76|5|Updated Jul 7, 2026
One-click install
npx skills add https://github.com/catlog22/pi-maestro-flow --skill scholar-anti-ai-writing
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: scholar-anti-ai-writing
Source: https://github.com/catlog22/pi-maestro-flow/tree/main/.pi/skills/scholar-anti-ai-writing
Command: npx skills add https://github.com/catlog22/pi-maestro-flow --skill scholar-anti-ai-writing

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill removes common AI writing patterns from academic prose while preserving meaning, terminology, and scholarly tone. It helps turn text that feels inflated, generic, or formulaic into writing that reads as specific and credible.

Core Features & Use Cases

  • Pattern Detection: Finds inflated claims, vague attributions, promotional phrasing, filler, and other AI-like structures in English or Chinese text.
  • Targeted Rewrite: Rewrites flagged passages to improve directness, rhythm, authenticity, and density without breaking technical content or LaTeX structure.
  • Quality Scoring: Evaluates the text before and after revision with a five-dimension score and flags sections that still need attention.
  • Use Case: Use it to humanize a thesis draft, clean up a technical report, or polish a bilingual academic section before submission.

Quick Start

Ask the skill to remove AI writing patterns from your paper and return a revised version with score-based feedback.

Frequently Asked Questions about scholar-anti-ai-writing

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I remove AI writing patterns from academic prose without losing technical accuracy?

To remove AI writing patterns from academic prose, you need targeted rewriting that preserves technical accuracy and terminology. This skill detects inflated claims and vague attributions, then rewrites flagged passages to improve directness and authenticity while maintaining your scholarly tone.

Can I humanize AI-generated text in LaTeX documents without breaking the formatting?

Yes, you can humanize AI-generated text in LaTeX documents without breaking formatting. The process applies targeted rewrites to flagged passages and performs LaTeX integrity checks, ensuring mathematical structures and syntax remain fully intact while improving the prose.

Does this AI detection rewriting tool support bilingual academic papers in English and Chinese?

Yes, this AI detection rewriting tool supports bilingual academic papers in English and Chinese. Pattern detection and targeted rewriting apply to both languages, allowing you to clean up bilingual reports and academic sections before submission while preserving meaning across both languages.

How does section-level scoring work when evaluating humanized academic text?

Section-level scoring evaluates humanized academic text across five dimensions before and after revision. It compares the original and rewritten versions, assigning scores to quantify improvements in directness and rhythm, while flagging specific sections that still need further attention.

What is the best way to rewrite vague attributions and filler in a thesis draft?

The best way to rewrite vague attributions and filler in a thesis draft is through pattern detection and targeted rewriting. This approach identifies generic, formulaic structures and replaces them with specific, credible phrasing, improving density and authenticity without altering your core meaning.

Why does my academic writing still sound robotic after using a generic AI humanizer?

Your academic writing may still sound robotic because generic humanizers often miss scholarly patterns like inflated claims and promotional phrasing. A specialized academic rewriter detects these specific AI-like structures and applies section-level scoring to ensure the prose reads as specific and credible.